{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from netCDF4 import Dataset\n",
    "plt.style.use('dark_background')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Paleoclimate models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook processes model output from the paleoclimate portion of CMIP-6. For the purposes of this exercise, we will use results from the MRI-ESM2.0 model run. The recommended input files are:\n",
    "\n",
    "1. **Surface temperature:** ts_Amon_MRI-ESM2-0_past1000_r1i1p1f1_gn_085001-184912\n",
    "1. **Soil moisture content:** mrso_Lmon_MRI-ESM2-0_past1000_r1i1p1f1_gn_085001-184912\n",
    "2. **Snow depth:** snd_LImon_MRI-ESM2-0_past1000_r1i1p1f1_gn_085001-184912\n",
    "\n",
    "From these datasets, we will also be able to estimate volumetric soil water content and temperature variability."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "More information on the paleoclimate modeling intercomparison project can be found here: https://pmip.lsce.ipsl.fr/.\n",
    "\n",
    "More information on MRI-ESM2.0 can be found here: https://www.jstage.jst.go.jp/article/jmsj/advpub/0/advpub_2019-051/_article/-char/en."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Initial processing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the datasets from input files\n",
    "ts_nc = Dataset('/data/ts_Amon_MRI-ESM2-0_past1000_r1i1p1f1_gn_085001-184912.nc')\n",
    "mrso_nc = Dataset('/data/mrso_Lmon_MRI-ESM2-0_past1000_r1i1p1f1_gn_085001-184912.nc')\n",
    "snd_nc = Dataset('/data/snd_LImon_MRI-ESM2-0_past1000_r1i1p1f1_gn_085001-184912.nc')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you are interested in taking this model to a different site than Eight Mile Lake, change the lat-lon values in the following code cell."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Find the array indices for latitude and longitude\n",
    "\n",
    "# If you have a different site in mind, change these values\n",
    "eml_lat = 63.8\n",
    "eml_lon = -149.25\n",
    "\n",
    "# Identify array indices from the netCDF metadata\n",
    "ts_lat = np.argmin(np.abs(ts_nc.variables['lat'][:] - eml_lat))\n",
    "ts_lon = np.argmin(np.abs(ts_nc.variables['lon'][:] - (360 + eml_lon)))\n",
    "\n",
    "mrso_lat = np.argmin(np.abs(mrso_nc.variables['lat'][:] - eml_lat))\n",
    "mrso_lon = np.argmin(np.abs(mrso_nc.variables['lon'][:] - (360 + eml_lon)))\n",
    "\n",
    "snd_lat = np.argmin(np.abs(snd_nc.variables['lat'][:] - eml_lat))\n",
    "snd_lon = np.argmin(np.abs(snd_nc.variables['lon'][:] - (360 + eml_lon)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Using the lat and lon indices, get the monthly time series for each variable\n",
    "ts = ts_nc.variables['ts'][:,ts_lat,ts_lon]\n",
    "mrso = mrso_nc.variables['mrso'][:,mrso_lat,mrso_lon]\n",
    "snd = snd_nc.variables['snd'][:,snd_lat,snd_lon]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Ku likes surface temperature in degrees Celsius\n",
    "ts += -273.15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use numpy tricks to get the annual mean of each time series\n",
    "ts_mean = np.mean(ts.reshape(-1, 12), axis = 1)\n",
    "mrso_mean = np.mean(mrso.reshape(-1, 12), axis = 1)\n",
    "snd_mean = np.mean(snd.reshape(-1, 12), axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Estimate the amplitude of monthly surface temperature\n",
    "ts_amp = 0.5 * (np.max(ts.reshape(-1, 12), axis = 1) - np.min(ts.reshape(-1, 12), axis = 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Estimate soil volumetric water content\n",
    "vwc_mean = np.divide(mrso_mean, 1200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "All of these time series can be altered with standard array operations. For example, to run the model for a warmer climate, change the surface temperatures:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add 2 degrees of warming to the entire time series\n",
    "ts_warm = ts_mean + 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the results!\n",
    "fig, ax = plt.subplots(1, 2, figsize = (12, 4), sharey = True)\n",
    "\n",
    "ax[0].plot(ts_mean)\n",
    "ax[1].plot(ts_warm)\n",
    "\n",
    "ax[0].set_ylabel('Surface temperature ($^\\circ$C)')\n",
    "ax[0].set_xlabel('Simulation year')\n",
    "ax[1].set_xlabel('Simulation year')\n",
    "\n",
    "ax[0].set_title('Mean annual surface temperature')\n",
    "ax[1].set_title('Mean annual surface temperature + 2$^\\circ$')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot temperature variability\n",
    "plt.plot(ts_amp)\n",
    "plt.xlabel('Simulation year')\n",
    "plt.ylabel('Amplitude of Surface Temperature ($^\\circ$C)')\n",
    "plt.title('Surface temperature estimated amplitude')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot soil moisture\n",
    "plt.plot(mrso_mean)\n",
    "plt.xlabel('Simulation year')\n",
    "plt.ylabel('Soil moisture content (kg m$^{-3}$)')\n",
    "plt.title('Mean annual soil moisture content')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot volumetric water content\n",
    "plt.plot(vwc_mean)\n",
    "plt.xlabel('Simulation year')\n",
    "plt.ylabel('Volumetric water content (kg m$^{-3}$)')\n",
    "plt.title('Mean annual soil volumetric water content')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot snow depth\n",
    "plt.plot(snd_mean)\n",
    "plt.xlabel('Simulation year')\n",
    "plt.ylabel('Snow Depth (m)')\n",
    "plt.title('Mean annual snow depth')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Final step: save the results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll use text files as inputs for Ku. The trick here is to give the files the same name as whatever you use in the configuration (.cfg) file for your Ku model run. If you want to do two different Ku runs and compare the results (e.g., for different surface temperature inputs), use two different configuration files."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before running the following code cell, make a folder called 'inputs/' or something similar to store the files."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.savetxt('./inputs/T_air.txt', ts_mean)\n",
    "np.savetxt('./inputs/h_snow.txt', snd_mean)\n",
    "np.savetxt('./inputs/mrso.txt', mrso_mean)\n",
    "np.savetxt('./inputs/vwc.txt', vwc_mean)\n",
    "np.savetxt('./inputs/A_air.txt', ts_amp)\n",
    "\n",
    "# These are additional input files for Ku\n",
    "# As with the above examples, these can be modified for each model run\n",
    "# NOTE: Each input file needs to be the same length\n",
    "\n",
    "dfvg = np.full_like(ts_mean, 1e-6) # Thermal diffusivity of frozen vegetation (m^2 s^-1)\n",
    "dtvg = np.full_like(ts_mean, 1e-6) # Thermal diffusivity of thawed vegetation (m^2 s^-1)\n",
    "\n",
    "# Note that this example run has no vegetation, so the thermal diffusivities above are irrelevant\n",
    "hfvg = np.full_like(ts_mean, 0) # Height of frozen vegetation (m)\n",
    "htvg = np.full_like(ts_mean, 0) # Height of thawed vegetation (m)\n",
    "\n",
    "rho_snow = np.full_like(ts_mean, 240) # Snow density (kg m^-3)\n",
    "\n",
    "np.savetxt('./inputs/dfvg.txt', dfvg)\n",
    "np.savetxt('./inputs/dtvg.txt', dtvg)\n",
    "np.savetxt('./inputs/hfvg.txt', hfvg)\n",
    "np.savetxt('./inputs/htvg.txt', htvg)\n",
    "np.savetxt('./inputs/rho_snow.txt', rho_snow)"
   ]
  }
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